docs: add microservices architecture evaluation
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- Evaluate current AITBC monolithic architecture - Assess service independence, data ownership, deployment independence - Analyze scaling requirements and team size - Compare microservices pros and cons - Recommend remaining monolithic with modular architecture - Propose modular monolith as alternative approach - Define migration path if microservices needed later - Document evaluation criteria and decision rationale
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docs/MICROSERVICES_ARCHITECTURE_EVALUATION.md
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docs/MICROSERVICES_ARCHITECTURE_EVALUATION.md
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# Microservices Architecture Evaluation
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**Date:** 2026-05-09
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**Purpose:** Evaluate whether AITBC should evolve toward a microservices architecture
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---
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## Current Architecture Assessment
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### Current State
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AITBC currently uses a **monolithic architecture** with the following characteristics:
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**Components:**
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- Blockchain node (single service)
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- Agent daemon (single service)
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- API gateway (single service)
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- Wallet service (single service)
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- Marketplace service (single service)
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- Monitoring service (single service)
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**Data Layer:**
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- SQLite databases per service
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- Redis for caching
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- S3 for object storage
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**Communication:**
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- HTTP/REST APIs
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- Event bus for async communication
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- Direct blockchain RPC calls
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---
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## Evaluation Criteria
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### 1. Service Independence
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**Current Status:** Partial
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- Services share some code (aitbc package)
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- Some services have tight coupling (wallet + blockchain)
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- Event bus provides some decoupling
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**Assessment:** Medium service independence. Some refactoring needed for full independence.
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### 2. Data Ownership
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**Current Status:** Shared
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- Each service has its own SQLite database
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- Some cross-service data access required
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- No clear data ownership boundaries
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**Assessment:** Data ownership is not clearly defined. This would be a major challenge for microservices.
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### 3. Deployment Independence
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**Current Status:** Low
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- Services deployed together in most environments
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- Shared infrastructure dependencies
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- Coordinated deployments required
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**Assessment:** Low deployment independence. Significant infrastructure changes needed.
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### 4. Scaling Requirements
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**Current Status:** Low
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- Most services are not horizontally scalable
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- Blockchain node has specific scaling needs
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- Current load does not require independent scaling
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**Assessment:** Scaling requirements are minimal. Microservices would add complexity without clear benefit.
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### 5. Team Size
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**Current Status:** Small team
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- Development team is small
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- Clear ownership of components
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- Communication overhead is low
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**Assessment:** Small team size doesn't justify microservices complexity. Monolith is more suitable.
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### 6. Technology Diversity
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**Current Status:** Low
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- All services use Python
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- Shared libraries and dependencies
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- Consistent tech stack
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**Assessment:** Low technology diversity. No need for microservices to enable different tech stacks.
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---
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## Microservices Pros/Cons
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### Pros
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1. **Independent Scaling:** Each service can scale independently
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2. **Fault Isolation:** Failure in one service doesn't affect others
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3. **Technology Flexibility:** Different services can use different technologies
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4. **Faster Development:** Smaller teams can work independently
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5. **Easier Deployment:** Deploy individual services without full redeploy
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### Cons
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1. **Increased Complexity:** More moving parts to manage
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2. **Network Latency:** Inter-service communication adds latency
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3. **Data Consistency:** Distributed transactions are complex
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4. **Operational Overhead:** More infrastructure to monitor and maintain
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5. **Testing Complexity:** Integration testing becomes harder
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---
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## Recommendation
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### **Recommendation: Remain Monolithic with Modular Architecture**
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**Rationale:**
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1. **Team Size:** Small development team doesn't benefit from microservices complexity
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2. **Scaling Needs:** Current load doesn't require independent scaling
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3. **Data Complexity:** Shared data access patterns make microservices difficult
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4. **Operational Overhead:** Current team lacks DevOps capacity for microservices
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5. **Maturity:** Monolith is more mature and stable
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### **Alternative: Modular Monolith**
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Instead of full microservices, implement a **modular monolith**:
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**Benefits:**
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- Clear module boundaries (similar to microservices)
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- Single deployment unit (simpler operations)
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- Shared database (avoid distributed transactions)
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- Easier to evolve to microservices if needed later
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**Implementation:**
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1. Define clear module boundaries based on domain
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2. Implement service layer for each module
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3. Use event bus for inter-module communication
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4. Maintain shared database with clear ownership
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5. Implement feature flags for gradual feature rollout
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---
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## Migration Path (If Microservices Needed Later)
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If future requirements dictate microservices architecture, follow this path:
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### Phase 1: Modularization (Current)
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- Define clear module boundaries
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- Implement service layers
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- Add feature flags
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- Improve monitoring
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### Phase 2: Database Separation
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- Identify data ownership per module
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- Implement database per service
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- Add data migration scripts
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- Implement API-based data access
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### Phase 3: Service Extraction
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- Extract one service at a time
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- Start with low-risk services (monitoring)
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- Use feature flags for gradual rollout
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- Maintain dual-write during migration
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### Phase 4: Full Microservices
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- Complete service extraction
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- Implement service mesh (if needed)
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- Add distributed tracing
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- Implement circuit breakers
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---
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## Conclusion
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**AITBC should remain a monolithic application with modular architecture.**
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The current architecture is appropriate for the team size, scaling requirements, and operational capacity. Implementing a modular monolith provides most microservices benefits without the complexity overhead.
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Revisit this evaluation when:
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- Team size grows beyond 10 developers
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- Independent scaling becomes necessary
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- Different technology stacks are required
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- Service failure isolation becomes critical
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---
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## Next Steps
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1. **Implement Modular Monolith**
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- Continue current modularization efforts
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- Define clear module boundaries
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- Implement service layers
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2. **Improve Monitoring**
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- Add distributed tracing (completed)
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- Improve metrics collection
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- Add alerting
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3. **Enhance Deployment**
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- Implement blue-green deployments (completed)
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- Add feature flags (completed)
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- Improve rollback capabilities
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4. **Prepare for Future**
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- Document module boundaries
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- Identify data ownership
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- Plan for potential future migration
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